{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predicting Crashes in Financial Markets - RNN LSTM\n",
    "- Datasets: S&P500 (USA), Nikkei225 (Japan), SSE (Shanghai/China), HSI (Hong Kong), BSESN (India), SMI (Switzerland), BVSP (Brazil)\n",
    "- Model: RNN LSTM (stateless)\n",
    "- Response variable: Crash within 1, 3 and 6 months (0: no, 1: yes)\n",
    "- Crash definition: Drawdown in 99.5% quantile\n",
    "- Sequence: price changes and volatility over past 10 days + mean for 4 time windows over past 252 days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import gridspec\n",
    "from keras import Sequential\n",
    "from keras.layers import Dense, Activation, Dropout, LSTM\n",
    "from keras.callbacks import ModelCheckpoint\n",
    "from sklearn import metrics\n",
    "from datetime import datetime, timedelta\n",
    "from pylab import rcParams\n",
    "import os\n",
    "import importlib\n",
    "import sys\n",
    "import warnings\n",
    "if not sys.warnoptions:\n",
    "    warnings.simplefilter('ignore')\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/models')\n",
    "from prepare_data_RNN import DataLoader\n",
    "from evaluate_results import EvaluateResults"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -------------------- data preparation -------------------- #\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/data')\n",
    "datasets_original = ['^GSPC.csv', '^N225.csv', 'SSE.csv', '^HSI.csv', '^BSESN.csv',\\\n",
    "                     '^SSMI.csv', '^BVSP.csv']\n",
    "dataset_names = ['S&P 500', 'N225', 'SSE', 'HSI', 'BSESN', 'SMI', 'BVSP']\n",
    "data = DataLoader(datasets_original, dataset_names)\n",
    "\n",
    "# specify drawdown thresholds for crashes (determined in exploration.ipynb):\n",
    "# crashes according to Jacobsson:\n",
    "crash_thresholds = [-0.0936, -0.1101, -0.1269, -0.1470, -0.1703, -0.1106, -0.2344]\n",
    "# crashes according to Sornette:\n",
    "# crash_thresholds = [-0.1053, -0.1495, -0.1706, -0.2334, -0.1563, -0.1492, -0.2264]\n",
    "datasets_revised, crashes = data.get_data_revised(crash_thresholds)\n",
    "\n",
    "months = [1, 3, 6]     # <-- predict if crash n months ahead\n",
    "sequence = 10          # <-- number of days lookback as input(only if select_features=False)\n",
    "additional_feat = True # <-- add mean price change and vol for 4 time widnows over 252 days\n",
    "batch_size = 60        # <-- batch size needs to be specified to satisfy stateful=True\n",
    "dfs_x1, dfs_x2, dfs_y = data.get_df_xy(months=months, sequence=sequence, \\\n",
    "                            batch_size=batch_size, additional_feat=additional_feat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm_1 (LSTM)                (None, 14, 50)            10600     \n",
      "_________________________________________________________________\n",
      "lstm_2 (LSTM)                (None, 50)                20200     \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 3)                 153       \n",
      "=================================================================\n",
      "Total params: 30,953\n",
      "Trainable params: 30,953\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# -------------------- RNN LSTM model -------------------- #\n",
    "model_name = 'RNN LSTM'\n",
    "neurons = 50\n",
    "dropout = 0\n",
    "optimizer = 'adam'\n",
    "loss = 'binary_crossentropy'\n",
    "activation = 'sigmoid'\n",
    "inp_dim = 2   # <-- 1 if price change only, 2 if volatility as well\n",
    "inp_tsteps = sequence + 4 * additional_feat\n",
    "def rnn_lstm(inp_tsteps, inp_dim, neurons, dropout):\n",
    "    model = Sequential()\n",
    "    model.add(LSTM(neurons, input_shape=(inp_tsteps, inp_dim), return_sequences=True))\n",
    "    model.add(LSTM(neurons, return_sequences=False))\n",
    "    model.add(Dense(3, activation=activation))\n",
    "    return model\n",
    "model = rnn_lstm(neurons=neurons, inp_tsteps=inp_tsteps, inp_dim=inp_dim, dropout=dropout)\n",
    "model.compile(loss=loss, optimizer=optimizer)\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train RNN LSTM - validation data: N225\n",
      "Train RNN LSTM - validation data: SSE\n",
      "Train RNN LSTM - validation data: HSI\n",
      "Train RNN LSTM - validation data: BSESN\n",
      "Train RNN LSTM - validation data: SMI\n",
      "Train RNN LSTM - validation data: BVSP\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Train and test RNN LSTM model -------------------- #\n",
    "epochs = 20\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/models/model_weights/')\n",
    "test_data = 'S&P 500'\n",
    "index_test = [i for i, name in enumerate(dataset_names) if name == test_data][0]\n",
    "training_set_names = list(dataset_names)\n",
    "training_set_names.pop(index_test)\n",
    "dfs_x1_training = list(dfs_x1)\n",
    "dfs_x1_training.pop(index_test)\n",
    "dfs_x2_training = list(dfs_x2)\n",
    "dfs_x2_training.pop(index_test)\n",
    "dfs_y_training = list(dfs_y)\n",
    "dfs_y_training.pop(index_test)\n",
    "\n",
    "for val_data in training_set_names:\n",
    "    model = rnn_lstm(neurons=neurons, inp_tsteps=inp_tsteps, inp_dim=inp_dim, dropout=dropout)\n",
    "    model.compile(loss=loss, optimizer=optimizer, metrics=['accuracy'])\n",
    "    np_x1_train, np_x2_train, np_y_train, _, _, _ = data.get_train_test(dfs_x1_training,\\\n",
    "            dfs_x2_training, dfs_y_training, training_set_names, test_data=val_data)\n",
    "    np_x_train = np.concatenate([np_x1_train, np_x2_train], axis=2)\n",
    "    print('Train ' + str(model_name) + ' - validation data: ' + str(val_data))\n",
    "    for e in range(epochs):\n",
    "        model.fit(np_x_train, np_y_train, epochs=1, batch_size=batch_size, verbose=0, shuffle=True)\n",
    "        if (e + 1) % 2 == 0:\n",
    "            model.save_weights('stateless_s10_2d_bce_{0}_{1}.hdf5'.format(val_data, e + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "30060/30060 [==============================] - 3s 92us/step\n",
      "12840/12840 [==============================] - 1s 97us/step\n",
      "37560/37560 [==============================] - 3s 90us/step\n",
      "5340/5340 [==============================] - 1s 96us/step\n",
      "35460/35460 [==============================] - 3s 91us/step\n",
      "7440/7440 [==============================] - 1s 93us/step\n",
      "38100/38100 [==============================] - 3s 92us/step\n",
      "4800/4800 [==============================] - 0s 100us/step\n",
      "36300/36300 [==============================] - 3s 92us/step\n",
      "6600/6600 [==============================] - 1s 95us/step\n",
      "37020/37020 [==============================] - 4s 95us/step\n",
      "5880/5880 [==============================] - 1s 97us/step\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Load weights and predict results -------------------- #\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/models/model_weights/')\n",
    "epoch = 10 # <-- change to load model weights from previous epochs\n",
    "y_train_all, y_val_all = [], []\n",
    "y_pred_train_all, y_pred_val_all = [], []\n",
    "for val_data in training_set_names:\n",
    "    np_x1_train, np_x2_train, np_y_train, np_x1_val, np_x2_val, np_y_val = \\\n",
    "        data.get_train_test(dfs_x1_training, dfs_x2_training, dfs_y_training, \\\n",
    "                training_set_names, test_data=val_data)\n",
    "    np_x_train = np.concatenate([np_x1_train, np_x2_train], axis=2)\n",
    "    np_x_val = np.concatenate([np_x1_val, np_x2_val], axis=2)\n",
    "    y_train_all.append(np_y_train)\n",
    "    y_val_all.append(np_y_val)\n",
    "    model.load_weights('stateless_s10_2d_bce_{0}_{1}.hdf5'.format(val_data, epoch))\n",
    "    y_pred_train = model.predict(np_x_train, batch_size=batch_size, verbose=True) \n",
    "    y_pred_train_all.append(y_pred_train)\n",
    "    y_pred_val = model.predict(np_x_val, batch_size=batch_size, verbose=True)\n",
    "    y_pred_val_all.append(y_pred_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -------------------- Find best threshold -------------------- #\n",
    "month_prediction = 3\n",
    "index_month = [i for i, m in enumerate(months) if m == month_prediction][0]\n",
    "y_train_all_ = [y[:, index_month] for y in y_train_all]\n",
    "y_val_all_ = [y[:, index_month] for y in y_val_all]\n",
    "y_pred_train_all_ = [y[:, index_month] for y in y_pred_train_all]\n",
    "y_pred_val_all_ = [y[:, index_month] for y in y_pred_val_all]\n",
    "beta = 2\n",
    "rcParams['figure.figsize'] = 14, 4\n",
    "eval_ = EvaluateResults(y_train_all_, y_val_all_, y_pred_train_all_, y_pred_val_all_, model_name, test_data)\n",
    "eval_.find_threshold(beta=beta, threshold_min=0.005, threshold_max=0.15, resolution=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RNN LSTM\n",
      "\n",
      "\n",
      "Predict crash in:               3 months\n",
      "Threshold for positives:        0.07\n",
      "Number of features:             28\n",
      "Number of rows in training set: 42900\n",
      "Number of epochs:               10\n",
      "Sequence length:                10\n",
      "Number of neurons/layer:        50\n",
      "Batch size:                     60\n",
      "Optimizer:                      adam\n",
      "Loss function:                  binary_crossentropy\n",
      "\n",
      "\n",
      "Results for each train/val split:\n",
      "                       N225   SSE   HSI  BSESN   SMI  BVSP\n",
      "positive actual train  0.04  0.05  0.05   0.04  0.04  0.04\n",
      "positive pred train    0.19  0.13  0.15   0.16  0.08  0.13\n",
      "precision train        0.15  0.15  0.15   0.14  0.18  0.14\n",
      "recall train           0.66  0.42  0.51   0.53  0.35  0.43\n",
      "accuracy_train         0.82  0.87  0.85   0.84  0.90  0.86\n",
      "score_fbeta train      0.39  0.31  0.34   0.34  0.29  0.31\n",
      "positive actual val    0.05  0.04  0.04   0.04  0.05  0.04\n",
      "positive pred val      0.25  0.11  0.14   0.17  0.09  0.09\n",
      "precision val          0.07  0.19  0.10   0.12  0.21  0.27\n",
      "recall val             0.35  0.56  0.38   0.50  0.34  0.53\n",
      "accuracy val           0.74  0.90  0.85   0.83  0.90  0.92\n",
      "score fbeta val        0.19  0.40  0.25   0.30  0.31  0.45\n",
      "\n",
      "\n",
      "Results - average over all train/val splits:\n",
      "Positive train cases actual:            0.04\n",
      "Positive train cases predicted:         0.14\n",
      "Avg precision train (model/random):     0.15 / 0.04\n",
      "Avg recall train (model/random):        0.48 / 0.14\n",
      "Avg accuracy train (model/random):      0.86 / 0.83\n",
      "Score train fbeta:                      0.33 / 0.1\n",
      "Positive validation cases actual:       0.04\n",
      "Positive validation cases predicted:    0.16\n",
      "Avg precision validation (model/random):0.16 / 0.04\n",
      "Avg recall validation (model/random):   0.44 / 0.16\n",
      "Avg accuracy validation (model/random): 0.85 / 0.81\n",
      "Score validation fbeta:                 0.32 / 0.1\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Evaluate results -------------------- #\n",
    "threshold = 0.07\n",
    "beta = 2\n",
    "print(model_name)\n",
    "print('\\n')\n",
    "print('Predict crash in:               ' + str(month_prediction) + ' months')\n",
    "print('Threshold for positives:        ' + str(threshold))\n",
    "print('Number of features:             ' + str(dfs_x1[0].shape[1] + dfs_x2[0].shape[1]))\n",
    "print('Number of rows in training set: ' + str(len(y_pred_train_all[0]) + len(y_pred_val_all[0])))\n",
    "print('Number of epochs:               ' + str(epoch))\n",
    "print('Sequence length:                ' + str(sequence))\n",
    "print('Number of neurons/layer:        ' + str(neurons))\n",
    "print('Batch size:                     ' + str(batch_size))\n",
    "print('Optimizer:                      ' + str(optimizer))\n",
    "print('Loss function:                  ' + str(loss))\n",
    "print('\\n')\n",
    "eval_.training_results(threshold, training_set_names, beta=beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train model for testing RNN LSTM - test data: S&P 500\n",
      "Epoch 1/1\n",
      "42900/42900 [==============================] - 45s 1ms/step - loss: 0.1825 - acc: 0.9503\n",
      "Epoch 1/1\n",
      "42900/42900 [==============================] - 43s 992us/step - loss: 0.1673 - acc: 0.9525\n",
      "Epoch 1/1\n",
      "42900/42900 [==============================] - 43s 999us/step - loss: 0.1664 - acc: 0.9525\n",
      "Epoch 1/1\n",
      "42900/42900 [==============================] - 43s 996us/step - loss: 0.1655 - acc: 0.9525\n",
      "Epoch 1/1\n",
      "42900/42900 [==============================] - 43s 1ms/step - loss: 0.1650 - acc: 0.9525\n",
      "Epoch 1/1\n",
      "42900/42900 [==============================] - 43s 1ms/step - loss: 0.1642 - acc: 0.9525\n",
      "Epoch 1/1\n",
      "42900/42900 [==============================] - 43s 1ms/step - loss: 0.1635 - acc: 0.9526\n",
      "Epoch 1/1\n",
      "42900/42900 [==============================] - 43s 1ms/step - loss: 0.1623 - acc: 0.9528\n",
      "Epoch 1/1\n",
      "42900/42900 [==============================] - 43s 1ms/step - loss: 0.1614 - acc: 0.9528\n",
      "Epoch 1/1\n",
      "42900/42900 [==============================] - 44s 1ms/step - loss: 0.1601 - acc: 0.9531\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Train model on all training data for testing -------------------- #\n",
    "test_data = 'S&P 500'\n",
    "np_x1_train, np_x2_train, np_y_train, np_x1_test, np_x2_test, np_y_test = \\\n",
    "    data.get_train_test(dfs_x1, dfs_x2, dfs_y, dataset_names, test_data=test_data)\n",
    "np_x_train = np.concatenate([np_x1_train, np_x2_train], axis=2)\n",
    "np_x_test = np.concatenate([np_x1_test, np_x2_test], axis=2)\n",
    "epochs = 10\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/models/model_weights/')\n",
    "model = rnn_lstm(neurons=neurons, inp_tsteps=inp_tsteps, inp_dim=inp_dim, dropout=dropout)\n",
    "model.compile(loss=loss, optimizer=optimizer, metrics=['accuracy'])\n",
    "print('Train model for testing ' + str(model_name) + ' - test data: ' + str(test_data))\n",
    "for e in range(epochs):\n",
    "    model.fit(np_x_train, np_y_train, epochs=1, batch_size=batch_size, verbose=1, shuffle=True)\n",
    "    if (e + 1) % 2 == 0:\n",
    "        model.save_weights('stateless_s10_2d_bce_{0}_{1}.hdf5'.format(test_data, e + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test results (test set: S&P 500):\n",
      "Positive test cases actual:         0.04\n",
      "Positive test cases predicted:      0.12\n",
      "Precision test (model/random):      0.16 / 0.04\n",
      "Recall test (model/random):         0.46 / 0.12\n",
      "Accuracy test (model/random):       0.88 / 0.85\n",
      "Score test fbeta:                   0.33 / 0.09\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Test model -------------------- #\n",
    "test_data = 'S&P 500'\n",
    "epoch = 10\n",
    "threshold=0.07\n",
    "month_prediction = 3   # <-- predict crash in 1, 3 or 6 months\n",
    "index_month = [i for i, m in enumerate(months) if m == month_prediction][0]\n",
    "_, _, _, np_x1_test, np_x2_test, np_y_test = \\\n",
    "    data.get_train_test(dfs_x1, dfs_x2, dfs_y, dataset_names, test_data=test_data)\n",
    "np_x_test = np.concatenate([np_x1_test, np_x2_test], axis=2)\n",
    "model.load_weights('stateless_s10_2d_bce_{0}_{1}.hdf5'.format(test_data, epoch))\n",
    "y_pred_test = model.predict(np_x_test, batch_size=batch_size)[:, index_month]\n",
    "y_test = np_y_test[:, index_month]\n",
    "y_pred_test_bin = eval_.test_results(y_test, y_pred_test, threshold, beta=beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -------------------- Plot test results -------------------- #\n",
    "df = datasets_revised[index_test].reindex(dfs_x1[index_test].index)\n",
    "df['y'] = y_test\n",
    "df['y_pred'] = y_pred_test_bin\n",
    "c = crashes[index_test]\n",
    "t_start = ['1956-01-01', '1971-01-01', '1976-01-01', '1983-01-01', '1995-01-01', '2004-01-01', '2010-01-01']\n",
    "t_end = ['1963-01-01', '1981-01-01', '1983-01-01', '1988-01-01', '2003-01-01', '2010-01-01', '2016-01-01']\n",
    "rcParams['figure.figsize'] = 10, 6\n",
    "eval_.plot_test_results(df, c, t_start, t_end)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
